{"id":"https://openalex.org/W2081249542","doi":"https://doi.org/10.1145/2531602.2531675","title":"Characterizing and predicting postpartum depression from shared facebook data","display_name":"Characterizing and predicting postpartum depression from shared facebook data","publication_year":2014,"publication_date":"2014-02-07","ids":{"openalex":"https://openalex.org/W2081249542","doi":"https://doi.org/10.1145/2531602.2531675","mag":"2081249542"},"language":"en","primary_location":{"id":"doi:10.1145/2531602.2531675","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2531602.2531675","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th ACM conference on Computer supported cooperative work &amp; social computing","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102962995","display_name":"Munmun De Choudhury","orcid":"https://orcid.org/0000-0002-8939-264X"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Munmun De Choudhury","raw_affiliation_strings":["Microsoft Research, Redmond, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072149108","display_name":"Scott Counts","orcid":"https://orcid.org/0000-0003-2851-9763"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Scott Counts","raw_affiliation_strings":["Microsoft Research, Redmond, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043228682","display_name":"Eric Horvitz","orcid":"https://orcid.org/0000-0002-8823-0614"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eric J. Horvitz","raw_affiliation_strings":["Microsoft Research, Redmond, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112224258","display_name":"Aaron Hoff","orcid":null},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aaron Hoff","raw_affiliation_strings":["Microsoft Research, Redmond, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I1290206253"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":397,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"626","last_page":"638"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10786","display_name":"Maternal Mental Health During Pregnancy and Postpartum","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10677","display_name":"Attachment and Relationship Dynamics","score":0.9860000014305115,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/postpartum-depression","display_name":"Postpartum depression","score":0.735276460647583},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5732771754264832},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.5414154529571533},{"id":"https://openalex.org/keywords/childbirth","display_name":"Childbirth","score":0.4505298435688019},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.37088829278945923},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.3330923318862915},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.28317663073539734},{"id":"https://openalex.org/keywords/pregnancy","display_name":"Pregnancy","score":0.21019768714904785},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14536979794502258}],"concepts":[{"id":"https://openalex.org/C2780262536","wikidata":"https://www.wikidata.org/wiki/Q2712836","display_name":"Postpartum depression","level":3,"score":0.735276460647583},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5732771754264832},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5414154529571533},{"id":"https://openalex.org/C2779703513","wikidata":"https://www.wikidata.org/wiki/Q34581","display_name":"Childbirth","level":3,"score":0.4505298435688019},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.37088829278945923},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.3330923318862915},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.28317663073539734},{"id":"https://openalex.org/C2779234561","wikidata":"https://www.wikidata.org/wiki/Q11995","display_name":"Pregnancy","level":2,"score":0.21019768714904785},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14536979794502258},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2531602.2531675","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2531602.2531675","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th ACM conference on Computer supported cooperative work &amp; social computing","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.684.3240","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.684.3240","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.munmund.net/pubs/cscw_14_1.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6499999761581421,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W2402700","https://openalex.org/W29935650","https://openalex.org/W201361503","https://openalex.org/W628702607","https://openalex.org/W1500078254","https://openalex.org/W1528905581","https://openalex.org/W1914494734","https://openalex.org/W1963673337","https://openalex.org/W1964705621","https://openalex.org/W1966822331","https://openalex.org/W1969052573","https://openalex.org/W1989246291","https://openalex.org/W2003360332","https://openalex.org/W2005394793","https://openalex.org/W2008803468","https://openalex.org/W2011868122","https://openalex.org/W2012847454","https://openalex.org/W2016902398","https://openalex.org/W2030556075","https://openalex.org/W2033753469","https://openalex.org/W2052856789","https://openalex.org/W2058971120","https://openalex.org/W2059532373","https://openalex.org/W2060907561","https://openalex.org/W2062470236","https://openalex.org/W2067022383","https://openalex.org/W2073071760","https://openalex.org/W2100772444","https://openalex.org/W2101178430","https://openalex.org/W2105780964","https://openalex.org/W2112139156","https://openalex.org/W2114319248","https://openalex.org/W2125487958","https://openalex.org/W2130602313","https://openalex.org/W2132322340","https://openalex.org/W2133436107","https://openalex.org/W2140124295","https://openalex.org/W2141521049","https://openalex.org/W2141648893","https://openalex.org/W2151029989","https://openalex.org/W2157025439","https://openalex.org/W2160367613","https://openalex.org/W2162051395","https://openalex.org/W2168690840","https://openalex.org/W2169002304","https://openalex.org/W2231206438","https://openalex.org/W2277876591","https://openalex.org/W2417366707","https://openalex.org/W3146166473","https://openalex.org/W4240223047","https://openalex.org/W4301861531"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4309379087","https://openalex.org/W2565050851","https://openalex.org/W3124404923","https://openalex.org/W4200191411","https://openalex.org/W4321360934","https://openalex.org/W2591046526","https://openalex.org/W2766102501","https://openalex.org/W4221043326","https://openalex.org/W2005336141"],"abstract_inverted_index":{"The":[0,65],"birth":[1],"of":[2,12,26,61,114,127,149,158],"a":[3,6,102,112,124],"child":[4],"is":[5],"major":[7],"milestone":[8],"in":[9,45,49,77,160],"the":[10,155],"life":[11],"parents.":[13],"We":[14,33,110,129,140],"leverage":[15],"Facebook":[16,47],"data":[17,48,120],"shared":[18],"voluntarily":[19],"by":[20],"165":[21],"new":[22],"mothers":[23,137],"as":[24],"streams":[25],"evidence":[27],"for":[28],"characterizing":[29],"their":[30],"postnatal":[31,52],"experiences.":[32],"consider":[34],"multiple":[35],"measures":[36],"including":[37],"activity,":[38],"social":[39,144,150],"capital,":[40],"emotion,":[41],"and":[42,51,58,72,80,101,146],"linguistic":[43],"style":[44],"participants'":[46],"pre-":[50],"periods.":[53],"Our":[54],"study":[55],"includes":[56],"detecting":[57,71],"predicting":[59,73],"onset":[60],"post-partum":[62],"depression":[63],"(PPD).":[64],"work":[66,69],"complements":[67],"recent":[68],"on":[70,96,152],"significant":[74],"postpartum":[75,97],"changes":[76],"behavior,":[78],"language,":[79],"affect":[81],"from":[82,119],"Twitter":[83],"data.":[84],"In":[85],"contrast":[86],"to":[87,93,107,117],"prior":[88],"studies,":[89],"we":[90],"gain":[91],"access":[92],"ground":[94],"truth":[95],"experiences":[98],"via":[99],"self-reports":[100],"common":[103],"psychometric":[104],"instrument":[105],"used":[106],"evaluate":[108],"PPD.":[109,128,139],"develop":[111],"series":[113],"statistical":[115],"models":[116],"predict,":[118],"available":[121],"before":[122],"childbirth,":[123],"mother's":[125],"likelihood":[126],"corroborate":[130],"our":[131],"quantitative":[132],"findings":[133],"through":[134],"interviews":[135],"with":[136],"experiencing":[138],"find":[141],"that":[142],"increased":[143],"isolation":[145],"lowered":[147],"availability":[148],"capital":[151],"Facebook,":[153],"are":[154],"best":[156],"predictors":[157],"PPD":[159],"mothers.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":39},{"year":2022,"cited_by_count":42},{"year":2021,"cited_by_count":57},{"year":2020,"cited_by_count":54},{"year":2019,"cited_by_count":37},{"year":2018,"cited_by_count":34},{"year":2017,"cited_by_count":40},{"year":2016,"cited_by_count":22},{"year":2015,"cited_by_count":26},{"year":2014,"cited_by_count":4}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
